Enhancing traffic safety by forecasting the severity of road accident injuries using pyramidal dilation attention convolutional networks designed by the reptile search algorithm

The results demonstrate that the proposed PRCIS-PDACN-RSA framework outperforms existing methods in predicting road crash injury severity. Its high accuracy, robustness, and efficient handling of pre-processing and optimization highlight its suitability for real-world intelligent traffic safety systems.

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Publication Details

Journal
Traffic Injury Prevention
Published
2025-10-15
DOI
https://doi.org/10.1080/15389588.2025.2549886
Primary Topic
Traffic Prediction and Management Techniques
Type
article
Field-Weighted Citation Impact
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article

Enhancing traffic safety by forecasting the severity of road accident injuries using pyramidal dilation attention convolutional networks designed by the reptile search algorithm

Ramesh Cheripelli, Venkata Ramana K, Nanditha Boddu
Traffic Injury Prevention
Traffic Prediction and Management Techniques
article

Enhancing traffic safety by forecasting the severity of road accident injuries using pyramidal dilation attention convolutional networks designed by the reptile search algorithm

Ramesh Cheripelli, Venkata Ramana K, Nanditha Boddu
article en

Abstract

The results demonstrate that the proposed PRCIS-PDACN-RSA framework outperforms existing methods in predicting road crash injury severity. Its high accuracy, robustness, and efficient handling of pre-processing and optimization highlight its suitability for real-world intelligent traffic safety systems.

Traffic Injury Prevention
Vignana Jyothi Institute of Management (IN), Institute of Engineering (NP), Vidyasirimedhi Institute of Science and Technology (TH)
Openalex Percentile: Top 68%
Traffic Prediction and Management Techniques
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Enhancing traffic safety by forecasting the severity of road accident injuries using pyramidal dilation attention convolutional networks designed by the reptile search algorithm — Ramesh Cheripelli, Venkata Ramana K, et al. · Traffic Injury Prevention (2025) | TGRS Research Map | TGRS